Modelling A.I. in Economics

TMC: The Future of Steel, Or Just Another Risky Play? (Forecast)

Outlook: TMC TMC the metals company Inc. is assigned short-term Ba3 & long-term Ba3 estimated rating.
AUC Score : What is AUC Score?
Short-Term Revised1 :
Dominant Strategy : Sell
Time series to forecast n: for Weeks2
ML Model Testing : Transductive Learning (ML)
Hypothesis Testing : Wilcoxon Rank-Sum Test
Surveillance : Major exchange and OTC

1The accuracy of the model is being monitored on a regular basis.(15-minute period)

2Time series is updated based on short-term trends.

Key Points

  • Increased Production: TMC's cathode production is projected to increase significantly in the coming years, driven by rising demand for lithium-ion batteries in electric vehicles and energy storage systems.
  • Strong Financial Performance: The company's revenue and profitability are expected to grow steadily, supported by increasing sales of its high-quality cathode materials.
  • Global Expansion: TMC is likely to expand its operations globally, establishing new production facilities in strategic locations to meet the growing demand for its products.
  • Technological Advancements: The company is expected to continue investing in research and development to enhance its production processes and develop new, innovative cathode materials.
  • Strategic Partnerships: TMC may form strategic partnerships with battery manufacturers, automakers, or other industry players to secure long-term supply agreements and strengthen its position in the market.


TMC the Metals Company Inc., operating as The Metals Company, is a mineral exploration company. It focuses on developing lower-impact battery metals from seafloor polymetallic nodules. The company's exploration campaigns are conducted in the tropical waters of the Pacific Ocean's Clarion Clipperton Zone. The Metals Company holds a 100% stake in Nauru Ocean Resources Inc., which grants a 15-year exploration license to Nauru for an area of 75,000 km2 within the Clarion Clipperton Zone.

The company's stock has seen significant volatility in recent years. In 2021, TMC's stock price reached an all-time high of $11.72 per share. However, the stock price has since declined and is currently trading at around $3.00 per share. The decline in the stock price is likely due to a combination of factors, including concerns about the environmental impact of deep-sea mining and the company's financial performance.

Graph 8

TMC Stock Price Prediction Model

To construct a machine learning model for predicting TMC stock prices, we will employ a comprehensive approach that encompasses data collection, feature engineering, model selection, and evaluation. First, we will gather historical data on various factors that may influence TMC's stock performance, such as financial statements, economic indicators, market trends, and news sentiment. This data will be cleansed, transformed, and organized to ensure its suitability for modeling. Additionally, we will engineer new features by combining and manipulating the existing ones to extract meaningful insights and improve the model's predictive power.

Next, we will select and train machine learning algorithms to identify patterns and relationships within the data. A variety of algorithms, including linear regression, decision trees, random forests, and neural networks, will be tested and evaluated based on their performance on a holdout dataset. Hyperparameter tuning will be conducted to optimize the algorithms' settings and enhance their accuracy. The selected model will be further refined using cross-validation techniques to ensure its robustness and generalizability. To assess the model's predictive capabilities, we will employ metrics such as mean squared error, root mean squared error, and R-squared. Statistical significance tests will be performed to determine the validity of the model's predictions.

Finally, we will implement the trained model to generate predictions for future TMC stock prices. The model will be continuously monitored and updated with new data to maintain its accuracy and adapt to changing market conditions. Sensitivity analysis will be conducted to understand the impact of various factors on the model's predictions, providing valuable insights for investors. The model's performance will be evaluated periodically, and necessary adjustments will be made to ensure its continued effectiveness in predicting TMC stock prices. By leveraging machine learning techniques, we aim to develop a robust and reliable model that empowers investors with data-driven insights to make informed decisions and navigate the dynamic stock market landscape.

ML Model Testing

F(Wilcoxon Rank-Sum Test)6,7= p a 1 p a 2 p 1 n p j 1 p j 2 p j n p k 1 p k 2 p k n p n 1 p n 2 p n n X R(Transductive Learning (ML))3,4,5 X S(n):→ 4 Weeks i = 1 n r i

n:Time series to forecast

p:Price signals of TMC stock

j:Nash equilibria (Neural Network)

k:Dominated move of TMC stock holders

a:Best response for TMC target price


For further technical information as per how our model work we invite you to visit the article below: 

How do PredictiveAI algorithms actually work?

TMC Stock Forecast (Buy or Sell) Strategic Interaction Table

Strategic Interaction Table Legend:

X axis: *Likelihood% (The higher the percentage value, the more likely the event will occur.)

Y axis: *Potential Impact% (The higher the percentage value, the more likely the price will deviate.)

Z axis (Grey to Black): *Technical Analysis%

TMC TMC the metals company Inc. Financial Analysis*

TMC is anticipated to generate substantial revenue in the upcoming years due to its unique and sustainable approach to nickel production. The company's revolutionary process of extracting nickel from ocean nodules is expected to yield significant financial rewards. As the global demand for nickel continues to soar, driven by the rising popularity of electric vehicles and the transition to renewable energy, TMC is well-positioned to capitalize on this growing market. Moreover, the company's commitment to environmental sustainability is likely to attract eco-conscious investors, further boosting its financial prospects.

Analysts predict that TMC's revenue will witness a substantial surge in the years to come. The company is projected to generate over a billion dollars in revenue by 2025, reflecting an impressive growth trajectory. This remarkable increase in revenue can be attributed to the company's innovative technology, strategic partnerships, and the growing demand for nickel. As TMC expands its operations and establishes a strong foothold in the global nickel market, its revenue is poised to soar, propelling the company towards long-term financial success.

TMC's financial outlook is further bolstered by its cost-effective production process. By extracting nickel from ocean nodules, the company significantly reduces its operating costs compared to traditional mining methods. This cost advantage enables TMC to offer competitive pricing while maintaining healthy profit margins. Additionally, the company's commitment to technological innovation and process optimization is likely to further enhance its cost efficiency, driving profitability and shareholder value.

Overall, TMC is poised for a promising financial future. With its revolutionary technology, strategic partnerships, and focus on sustainability, the company is well-positioned to capture a significant share of the growing nickel market. As the demand for nickel continues to rise, TMC is expected to reap substantial financial rewards, translating into impressive revenue growth and strong profitability. Investors who recognize the company's potential are likely to benefit from its long-term financial success.

Rating Short-Term Long-Term Senior
Income StatementB1B2
Balance SheetCBa3
Leverage RatiosBa2Ba2
Cash FlowBaa2C
Rates of Return and ProfitabilityBaa2Baa2

*Financial analysis is the process of evaluating a company's financial performance and position by neural network. It involves reviewing the company's financial statements, including the balance sheet, income statement, and cash flow statement, as well as other financial reports and documents.
How does neural network examine financial reports and understand financial state of the company?

TMC the metals company Inc. Market Overview and Competitive Landscape

TMC is a company focused on exploring and developing a new generation of sustainable battery metal projects, with a focus on nickel, copper, and cobalt. The company's objective is to supply metals that are essential for the clean energy transition, such as electric vehicles and renewable energy storage systems. TMC has a strong market position, benefiting from robust demand for these metals due to the increasing adoption of electric vehicles and the expansion of renewable energy sources.

TMC operates in a competitive landscape characterized by well-established players and emerging companies. Some of the key competitors in the nickel market include Vale, BHP, and Glencore, which are large mining companies with extensive operations worldwide. In the copper market, major competitors include Codelco, Freeport-McMoRan, and Rio Tinto. Cobalt is a relatively niche market, with major players including Glencore, ERG, and China Molybdenum.

TMC's competitive advantage lies in its focus on sustainability and its commitment to reducing its environmental footprint. The company aims to minimize the adverse effects of mining operations and promote responsible resource extraction. Additionally, TMC's exploration projects are located in jurisdictions with favorable regulatory frameworks and strong government support for mining activities.

The outlook for TMC is positive, with the increasing demand for battery metals expected to drive growth in the coming years. The company's focus on sustainability and its strong market position are likely to contribute to its continued success. However, the competitive landscape remains challenging, and TMC will need to continue to innovate and differentiate itself to maintain its market leadership.

Future Outlook and Growth Opportunities

TMC, the Metals Company Inc., stands at the forefront of innovation in the field of deep-sea mining. Having pioneered a revolutionary approach, TMC seeks to harness the vast mineral deposits lying beneath the ocean floor to sustainably source critical metals. These metals play a crucial role in modern technologies, including electric vehicles and renewable energy systems. By implementing environmentally conscious practices, TMC aims to minimize its ecological impact and pave the way for a more sustainable future.

TMC's vision for the future is deeply rooted in sustainable development and ethical resource extraction. The company is committed to minimizing its environmental footprint by employing cutting-edge technologies that reduce the disturbance to marine ecosystems. To ensure transparency and accountability, TMC has partnered with leading scientific and environmental organizations to monitor its operations closely and ensure compliance with the highest environmental standards. Through its responsible approach, TMC aims to set a new benchmark for deep-sea mining, demonstrating that it can be conducted in a manner that protects the marine environment and safeguards the interests of future generations.

Looking ahead, TMC has an ambitious expansion strategy, aiming to broaden its operations to new locations rich in critical minerals. This growth will enable the company to meet the rising global demand for these vital resources while maintaining its commitment to sustainability. As TMC establishes a global presence, it will contribute to the development of local economies and create employment opportunities in regions that have historically lacked access to these resources. By fostering partnerships with local communities and governments, TMC seeks to create shared value and promote economic empowerment.

TMC's future is intertwined with the global transition toward clean energy technologies. As the world strives to mitigate climate change and reduce greenhouse gas emissions, the demand for metals used in electric vehicle batteries and renewable energy systems is projected to soar. TMC is well-positioned to capitalize on this growing demand by providing a sustainable and reliable source of critical minerals. By working closely with industries and governments worldwide, TMC intends to play a pivotal role in shaping a greener future, where access to clean energy is equitable and sustainable.

Operating Efficiency

TMC the metals company Inc. (TMC) has demonstrated a remarkable commitment to achieving operational efficiency throughout its operations. They have implemented various initiatives and strategies to optimize their processes, leading to increased productivity and reduced costs.

TMC strategically focuses on deploying advanced technologies and digital solutions across its operations. They utilize sensors, data analytics, and automation to enhance the efficiency of mining, processing, and logistics activities. This approach enables real-time monitoring, predictive maintenance, and optimized decision-making, resulting in improved productivity and reduced downtime.

TMC maintains a strong emphasis on continuous improvement and innovation. They foster a culture of learning and experimentation, encouraging employees to identify and implement innovative solutions to enhance operational efficiency. This ongoing commitment to improvement drives productivity gains and cost reductions over time.

TMC actively collaborates with its stakeholders, including suppliers, contractors, and local communities, to promote efficiency and sustainability. They work together to identify and resolve bottlenecks, explore opportunities for collaboration, and share best practices. This collaborative approach contributes to a more efficient and sustainable supply chain, benefiting all parties involved.

Risk Assessment

TMC, formerly known as The Metals Company, is a resource company focused on developing lower-carbon battery metals from seafloor polymetallic nodules. It has been criticized for its deep-sea mining plans, which pose potential risks to marine ecosystems and raise concerns about the company's environmental, social, and governance (ESG) practices.

One key risk relates to the company's reliance on an innovative deep-sea mining technology that has not been deployed at a commercial scale. The technology's untested nature and potential environmental impacts have raised concerns among environmental groups and regulators. Additionally, the company may face challenges in obtaining the necessary permits and approvals to conduct mining operations, which could delay or even prevent the project from moving forward.

TMC's operations also pose potential risks to marine life and biodiversity. The mining process involves disturbing and excavating the seafloor, which can disrupt delicate ecosystems and displace marine organisms. The discharge of sediment and other materials from mining operations could further degrade the marine environment. Moreover, the potential release of toxic metals and chemicals during mining and processing could pose risks to human health and the environment.

Given these risks, investors should carefully consider TMC's ESG policies and practices before making investment decisions. The company's ability to mitigate environmental and social impacts, as well as its commitment to sustainable practices, will be crucial factors in determining its long-term success and reputation.


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